Least Squares Estimation Using Sketched Data with Heteroskedastic Errors

Sokbae Lee, Serena Ng

Researchers may perform regressions using a sketch of data of size $m$ instead of the full sample of size $n$ for a variety of reasons. This paper considers the case when the regre…